{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 问题描述\n",
    "\n",
    "请在Pima Indians Diabetes Data Set（皮马印第安人糖尿病数据集）进行分类器练习。\n",
    "\n",
    "# 批改标准\n",
    "\n",
    "1) 训练数据和测试数据分割（随机选择20%的数据作为测试集）；（10分）\n",
    "2) 适当的特征工程（及数据探索）;（10分）\n",
    "3) Logistic回归，并选择最佳的正则函数（L1/L2）及正则参数；（30分）\n",
    "4) 线性SVM，并选择最佳正则参数，比较与Logistic回归的性能，简单说明原因。（20分）\n",
    "5) RBF核的SVM，并选择最佳的超参数（正则参数、RBF核函数宽度）；（30分）\n",
    "\n",
    "# 数据说明：\n",
    "\n",
    "原始数据集地址：https://archive.ics.uci.edu/ml/datasets/Pima+Indians+Diabetes\n",
    "数据集只有一个文件（diabetes.csv）：Pima Indians Diabetes Dataset 包括根据医疗\n",
    "记录的比马印第安人 5 年内糖尿病的发病情况，这是一个两类分类问题。每个类的\n",
    "样本数目数量不均等。一共有 768 个样本，每个样本有 8 个输入变量和 1 个输出\n",
    "变量。缺失值通常用零值编码。\n",
    "1) 字段说明\n",
    "Pregnancies： 怀孕次数\n",
    "Glucose： 口服葡萄糖耐受试验中，2 小时的血浆葡萄糖浓度。\n",
    "BloodPressure： 舒张压（mm Hg）\n",
    "SkinThickness： 三头肌皮肤褶层厚度（mm）\n",
    "Insulin：2 小时血清胰岛素含量（μU/ ml）\n",
    "BMI： 体重指数（体重，kg /（身高，m）^ 2）\n",
    "2) DiabetesPedigreeFunction： 糖尿病家族史\n",
    "3) Age： 年龄（岁）\n",
    "Outcome： 输出变了/类别标签（0 或 1，出现糖尿病为 1, 否则为 0）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一，数据探索部分"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入必要的工具包\n",
    "# 数据读取及基本处理\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "\n",
    "#可视化\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pregnancies</th>\n",
       "      <th>Glucose</th>\n",
       "      <th>BloodPressure</th>\n",
       "      <th>SkinThickness</th>\n",
       "      <th>Insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>DiabetesPedigreeFunction</th>\n",
       "      <th>Age</th>\n",
       "      <th>Outcome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Pregnancies     Glucose  BloodPressure  SkinThickness     Insulin  \\\n",
       "count   768.000000  768.000000     768.000000     768.000000  768.000000   \n",
       "mean      3.845052  120.894531      69.105469      20.536458   79.799479   \n",
       "std       3.369578   31.972618      19.355807      15.952218  115.244002   \n",
       "min       0.000000    0.000000       0.000000       0.000000    0.000000   \n",
       "25%       1.000000   99.000000      62.000000       0.000000    0.000000   \n",
       "50%       3.000000  117.000000      72.000000      23.000000   30.500000   \n",
       "75%       6.000000  140.250000      80.000000      32.000000  127.250000   \n",
       "max      17.000000  199.000000     122.000000      99.000000  846.000000   \n",
       "\n",
       "              BMI  DiabetesPedigreeFunction         Age     Outcome  \n",
       "count  768.000000                768.000000  768.000000  768.000000  \n",
       "mean    31.992578                  0.471876   33.240885    0.348958  \n",
       "std      7.884160                  0.331329   11.760232    0.476951  \n",
       "min      0.000000                  0.078000   21.000000    0.000000  \n",
       "25%     27.300000                  0.243750   24.000000    0.000000  \n",
       "50%     32.000000                  0.372500   29.000000    0.000000  \n",
       "75%     36.600000                  0.626250   41.000000    1.000000  \n",
       "max     67.100000                  2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"diabetes.csv\")\n",
    "\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 观察数据属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      "Pregnancies                 768 non-null int64\n",
      "Glucose                     768 non-null int64\n",
      "BloodPressure               768 non-null int64\n",
      "SkinThickness               768 non-null int64\n",
      "Insulin                     768 non-null int64\n",
      "BMI                         768 non-null float64\n",
      "DiabetesPedigreeFunction    768 non-null float64\n",
      "Age                         768 non-null int64\n",
      "Outcome                     768 non-null int64\n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 检验是否有空值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([], dtype=int64), array([], dtype=int64))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(np.isnan(data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 训练数据和测试数据分割"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.drop(['Outcome'],axis = 1)\n",
    "y = data['Outcome']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分布图与散点图绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0DoNVAAAAAEDvMFgFAAAAAPQOg1UAAAAAQO8wWAUAAAAA9A6DVQAANhkze6uZfdLM/jI1baeZvdfM7o3//yXxdDOznzOzD5vZX5jZ146v5QAAhGOwCgDA5vPLkl44NO11khbdfZ+kxfhnSbpK0r74vyOS3jiiNgIA0AiDVQAANhl3/31JDw9NvkbSyfjfJyVdm5r+Kx55v6QnmdnTRtNSAADq2zHuBgAAgFY81d0flCR3f9DMnhJPv1zSx1Lz3R9Pe3B4BWZ2RNHdV+3evbvb1gJADYP5gRaPLmrp3JJmds9o7ticZg/NjrtZ6Ah3VgEA2NosY5pnzejuJ9z9gLsfuOyyyzpuFgBUM5gf6M4jd2rp7JLk0tLZJd155E4N5gfjbho6wmAVAICt4RNJvDf+/yfj6fdLemZqvmdIemDEbQOAxhaPLmrlkZV101YeWdHi0cUxtQhdY7AKAMDW8G5Jh+N/H5Z0R2r6d8VVgb9e0lISFwaAzWTp3FKl6dj8ttwzq7fdc67S/C9/Ac/kAAA2FzN7m6RvkvRkM7tf0g9Ler2kd5rZKyWdk/SSePa7JF0t6cOSHpF048gbDAAtmNk9E0WAM6Zja9pyg1UAALY6d//OnJfmMuZ1Sd/bbYsAoHtzx+Z055E710WBpy6d0tyxDW992CIYrAIAAADovaTqL9WAJweDVQAAAACbwuyhWQanE4QCSwAAAACA3mGwCgAAAADoHQarAAAAAIDeYbAKAAAAAOgdBqsAAAAAgN5hsAoAAAAA6B0GqwAAAACA3mGwCgAAAADoHQarAAAAAIDeYbAKAAAAAOgdBqsAAAAAgN5hsAoAAAAA6B0GqwAAAACA3mGwCgAAAADoHQarAAAAAIDeYbAKAAAAAOgdBqsAAAAAgN5hsAoAAAAA6B0GqwAAAACA3mGwCgAAAADoHQarAAAAAIDeYbAKAAAAAOgdBqsAAAAAgN5hsAoAAAAA6B0GqwAAAACA3mGwCgAAAADoHQarAAAAAIDeYbAKAAAAAOgdBqsAAAAAgN5hsAoAAAAA6J3SwaqZPdPMftfMPmRmHzSz18TTd5rZe83s3vj/XxJPNzP7OTP7sJn9hZl9bdc7AQAAAADYWkLurD4q6Qfc/Sslfb2k7zWzr5L0OkmL7r5P0mL8syRdJWlf/N8RSW9svdUAAAAAgC2tdLDq7g+6+wfif39W0ockXS7pGkkn49lOSro2/vc1kn7FI++X9CQze1rrLQcAAAAAbFmVnlk1s72S/rGkeyQ91d0flKIBraSnxLNdLuljqcXuj6cNr+uImZ0ys1MPPfRQ9ZYDAAAAALas4MGqmT1e0q9LusndP1M0a8Y03zDB/YS7H3D3A5dddlloMwAAAAAAEyBosGpmU4oGqvPuvhBP/kQS743//8l4+v2Snpla/BmSHminuQAAAACASRBSDdgkvUXSh9z9Z1IvvVvS4fjfhyXdkZr+XXFV4K+XtJTEhQEAAAAACLEjYJ4rJd0gaWBmfx5P+yFJr5f0TjN7paRzkl4Sv3aXpKslfVjSI5JubLXFAAAAAIAtr3Sw6u5/qOznUCVpLmN+l/S9DdsFAAAAAJhglaoBAwAAAAAwCgxWAQAAAAC9w2AVAAAAANA7DFYBAAAAAL3DYBUAAAAA0DsMVgEAAAAAvcNgFQAAAADQOwxWAQAAAAC9w2AVAAAAANA7DFYBAAAAAL3DYBUAgC3EzP69mX3QzP7SzN5mZl9sZs8ys3vM7F4ze4eZXTLudgIAUIbBKgAAW4SZXS7p+yUdcPevlrRd0ssk/aSkn3X3fZI+JemV42slAABhGKwCALC17JA0bWY7JF0q6UFJ3yLp1+LXT0q6dkxtAwAgGINVAAC2CHf/uKT/LumcokHqkqTTkj7t7o/Gs90v6fKs5c3siJmdMrNTDz300CiaDABALgarAABsEWb2JZKukfQsSU+X9DhJV2XM6lnLu/sJdz/g7gcuu+yy7hoKAEAABqsAAGwd/1zSR939IXdfkbQg6Z9IelIcC5akZ0h6YFwNBAAgFINVAAC2jnOSvt7MLjUzkzQn6a8k/a6k74jnOSzpjjG1DwCAYAxWAQDYItz9HkWFlD4gaaDoc/6EpNdK+g9m9mFJuyS9ZWyNBAAg0I7yWQAAwGbh7j8s6YeHJn9E0vPH0BwAAGrjzioAAAAAoHcYrAIAAAAAeofBKgAAAACgdxisAgAAAAB6h8EqAAAAAKB3GKwCAAAAAHqHwSoAAAAAoHcYrAIAAAAAeofBKgAAAACgdxisAgAAAAB6h8EqAAAAAKB3GKwCAAAAAHqHwSoAAAAAoHcYrAIAAAAAeofBKgAAAACgdxisAgAAAAB6h8EqAAAAAKB3GKwCAAAAAHqHwSoAAAAAoHcYrAIAAAAAeofBKgAAAACgdxisAgAAAAB6h8EqAAAAAKB3GKwCAAAAAHqHwSoAAAAAoHcYrAIAAAAAeofBKgAAAACgdxisAgAAAAB6h8EqAAAAAKB3GKwCAAAAAHqHwSoAAAAAoHcYrAIAAAAAeofBKgAAAACgdxisAgAAAAB6h8EqAAAAAKB3GKwCAAAAAHqHwSoAAAAAoHcYrAIAAAAAeofBKgAAAACgdxisAgAAAAB6p3SwamZvNbNPmtlfpqb9iJl93Mz+PP7v6tRrP2hmHzazvzGzb++q4QAAAACArSvkzuovS3phxvSfdffnxf/dJUlm9lWSXibpufEybzCz7W01FgAAAAAwGXaUzeDuv29mewPXd42kt7v7FyR91Mw+LOn5kv64dgsBAAAASJIG8wMtHl3U0rklzeye0dyxOc0emh13s4BONHlm9fvM7C/imPCXxNMul/Sx1Dz3x9MAAAAANDCYH+jOI3dq6eyS5NLS2SXdeeRODeYH424a0Im6g9U3Snq2pOdJelDST8fTLWNez1qBmR0xs1Nmduqhhx6q2QwAAABgMiweXdTKIyvrpq08sqLFo4tjahHQrVqDVXf/hLuvuvtFSb+oKOorRXdSn5ma9RmSHshZxwl3P+DuBy677LI6zQAAAAAmxtK5pUrTgc2u1mDVzJ6W+vH/lpRUCn63pJeZ2ReZ2bMk7ZP0J82aCAAAAGBm90yl6cBmF/LVNW9TVCDpy83sfjN7paSfMrOBmf2FpG+W9O8lyd0/KOmdkv5K0m9K+l53X+2s9QAAAMCEmDs2p6lLp9ZNm7p0SnPH5sbUIqBbIdWAvzNj8lsK5j8m6ViTRgEAAABYL6n6SzVgTIrSwSoAAACAfpg9NMvgFBOjyVfXAAAAAADQCe6sAgCwhZjZkyS9WdJXK/r6uFdI+htJ75C0V9J9kl7q7p8aUxM7MZgfEI0EgC2GO6sAAGwtt0j6TXf/Ckn7JX1I0uskLbr7PkmL8c9bxmB+oDuP3Kmls0uSS0tnl3TnkTs1mB+Mu2kAgAYYrAIAsEWY2RMl/TPFhRDd/YK7f1rSNZJOxrOdlHTteFrYjcWji1p5ZGXdtJVHVrR4dHFMLQIAtIHBKgAAW8eXSXpI0i+Z2Z+Z2ZvN7HGSnuruD0pS/P+nZC1sZkfM7JSZnXrooYdG1+qGls4tVZoOANgcGKwCALB17JD0tZLe6O7/WNLnVSHy6+4n3P2Aux+47LLLumpj62Z2z1SaDgDYHBisAgCwddwv6X53vyf++dcUDV4/YWZPk6T4/58cU/s6MXdsTlOXTq2bNnXplOaOzY2pRQCANjBYBQBgi3D3v5P0MTP78njSnKS/kvRuSYfjaYcl3TGG5nVm9tCsDp44qJk9M5JJM3tmdPDEQaoBA8Amx1fXAACwtfw7SfNmdomkj0i6UdEfp99pZq+UdE7SS8bYvk7MHpplcAoAWwyDVQAAthB3/3NJBzJeIhMLANhUiAEDAAAAAHqHwSoAAAAAoHcYrAIAAAAAeodnVgEAAGoazA+0eHRRS+eWNLN7RnPH5ij0BAAtYbAKAABQw2B+oDuP3KmVR1YkSUtnl3TnkTsliQErALSAGDAAAEANi0cX1waqiZVHVrR4dHFMLQKArYXBKgAAQA1L55YqTQcAVMNgFQAAoIaZ3TOVpgMAqmGwCgAAUMPcsTlNXTq1btrUpVOaOzY3phYBwNZCgSUAADCxmlTzTebbTNWAqV4MYDNhsAoAACZSG9V8Zw/NbprBHtWLAWw2xIABAMBEmrRqvpO2vwA2PwarAABgIk1aNd9J218Amx+DVQAAMJEmrZrvpO0vgM2PwSoAAJhIk1bNd9L2F8DmR4ElAAAwkTZjNd8mxr2/VCKeLBxvtIHBKgAAmFibqZpvG8a1v1Qiniwcb7SFGDAAAAA6RSXiycLxRlu4swoAADCECGO7qEQ8WTjeaAt3VgEAAFKSCOPS2SXJH4swDuYH427apkUl4snC8UZbGKwCAACkEGFsH5WIJwvHG20hBgwAAJAyqgjjpEWNd0zvWPsjwPSuaV11y1Vben8n2TgqT0/a9TQpGKwCAACkzOyeiSLAGdPbMknVUof3VZIeXX50jC3CKIyy8vQkXU+ThhgwAABAyigijJMUNZ6kfcV4cI5tXdxZBQAASBlFhHGSqqVO0r4WmeSYatf7vlXOsUk+R/IwWAUAABjSdYRxFFHjvpikfc0zyTHVUez7VjjHJvkcKUIMGAAAYMQmqVrqJO1rnkmOqY5i37fCOTbJ50gR7qwCAACM2DiqpY7LZt/XNqKZo4ip9jVCOop978M51rT/+xRl7tO5xGAVAABgDEZZLXXcNuu+thXN7Dqm2ucI6agiuuM8x9ro/75Emft2LhEDBgAAADK0Fc3sOqba5wjpVojolmmj//vST307l7izCgAARq5KzKxPkTRMlraimV3HVPsUIR3W1r53/T7QZP1t9H8fosxS/84lBqsAAGCkqsTM+hZJw2RpM5rZZUy1LxHSPE33vev3gabrb6v/+xCX79u5RAwYAACMVJWYWd8iaZgsfYlmltks7ayr6/eBpuvfSv3ft33hzioAABipKjGzvkXSxo1I9GiNKpq5dlzPLsm2m3zVNbMnfFt9iZB2Jfd94OySju893nhfm77PrOv/s0uSRYPdhesXdPdr7tZVt1xV2L6613UX7wd9O5cYrAIAgJGqEjPrWyRtnIhEj0fX0czh4+qrLqn68e1DhLQree8DUjvXQRvvM8m2b7/xdl1cubg2ffn8su54xR257at7XXf5ftCnc4kYMAAAGKkqMbO+RdLGiUj01pR1XBMc30jW+0Ba035q631m8ejiuoFqYvXCam776l7Xk/J+wJ1VAADQueG42v7D+3XvXfeWxsz6Fkkbp0mIRE9izLns+GW93qfY6ChsiNlmWDq3VHv/2nqfKTqWVa/fOudFyHKbDYNVAADQqay42pmTZ3TwxMGJjzdWsdUj0ZMacy6KuCavp/UxNjoKyfvA8b3HM/treud0o/1r432m6FhO75yutEzZdb3V3w8SxIABAECnJiWu1rWtHome1POkKOKadXwnPTaadx1IGvv+1bkW617XW/39IMGdVQAA0KlJiavVFRpdLIsqpteT3MVZfni513HPdJvl2fNs9fNkOOJaVg140mOjedfBwg0LmfOPcv9mD81q4frsdiw/vJy7jFQ9gtxWdLnv0XAGqwAAoFOTElero2o0My+qOLye5fOP/WLc17jncJvzTMJ5UiWCSmw0u7/ynmcd9f7N7Knez3UjyE2jy5shGk4MGAAAdGpS4mp1tBXNLKooW3edXStrs8R5koXYaLa+7F9f2hFiM0TDubMKAAA6RUXffG1FM0Pm71vcs6w9eTHYKtqMOL7n1e/R6ROn5asu22664sgVetEbXlS7bXWNOzbahi6ip33avx3TO9YGgdO7pnXVLVf18v1uM0TDGawCAIDOUdE3W1vRzLKKsnXW2bWiNid3ovoScXzPq9+jU288tfazr/raz+MasI4jNtqGLqOn496/rGj7o8uPjq09ZTZDNJwYMAAAwJi0FRksqihbd51dK2pzG1HENiOOp0+crjQd+TZD9LSuzbZvmyGyzJ1VAADQa2WRwb5Us6zbjpDI4GB+oLtfc/da4aTh+YYjkH2oBlzWH8m/86qnNo0ithlx9NXsUsV50zeLcVw744ieFlXK3nf1Pt17172t9MG6OFY4AAAgAElEQVRmiNWm9Sk6nYfBKgAA6K2yyGBfqlnWaUdoZHAwP9DtN96uiysX16Ytn1/WHa+4Y936xx2BTAvtj9lDs51VcW0z4ph8nUzW9M1qXNfOqKOnZZWy0/Hupn2wGWK1w/r0vpGFGDAAAOitslhdX2J3ddoRuszi0cV1A9XE6oXV3sYLq/RHV1HENtd7xZErKk3fDMZ17Yw6ehpSdTqtSR9shljtZsOdVQAAMDZlMcSyWF3u62eXNJgfjOyOQZ34X1Hbj+89vtYXZesoijgWRfq6jIBW6Y+iKGKTNrYZcUyKKFWtBhzS/i6PQ9G6Q47RVqjaWyeCWze2uxlitVmPFDz3pc9tLQrdttLBqpm9VdKLJX3S3b86nrZT0jsk7ZV0n6SXuvunzMwk3SLpakmPSPpud/9AN00HAACbWUgMsSxWV1RRdpRx4Drxv6K2p/uiaL7pndOFEce8Pug6Alq1P7KiiG20sc2I44ve8KJKlX9D2t/lcShb9/TO6XXnSyL5g8dWqdobUik7a5m6+hyrzXukoM0odNtCYsC/LOmFQ9NeJ2nR3fdJWox/lqSrJO2L/zsi6Y3tNBMAAGw1ITHEslhd1xVlQ9WJ/5VV8E3aP3dsTtumNv7Ktv2S7Wvzla1jWNcR0DbikH2JeNcV0v4u97Hpujd7/yfKrrNhWzm2m/dIwbA+HefSO6vu/vtmtndo8jWSvin+90lJvyfptfH0X3F3l/R+M3uSmT3N3R9sq8EAAKCYmW2XdErSx939xWb2LElvl7RT0gck3eDuF8bZRikshlgWq2uzouyoI6frlim4w5rMl1UNeOGG7P1et46MPsjdXktVS9uIQ46ysmpZteWq58ZgfhDUx13s41pbC84pKYqKZ0mmt9m2kIreRf3fZP1llbKzqgFL0vG9x0uPd18qkYe2pcqx60sF47rPrD41GYC6+4Nm9pR4+uWSPpaa7/542obBqpkdUXT3Vbt3767ZDAAAkOE1kj4k6Ynxzz8p6Wfd/e1m9iZJr1QP0k+hUdGyWF0bFWXHFTlNljm+93j24MK09uxt1rqLBiWJ4T4YzA8kk5TxrSttVi1tGoccVWXVsmrLkiqdG8m5lCfd/rb3MavC9AbxOVU3Yl+1bSEVvUOqXdddf/L/KgPfkOPdl0rkVdpSJRLdlwrGbVcDzqrfnfkFVO5+wt0PuPuByy67rOVmAAAwmczsGZJeJOnN8c8m6Vsk/Vo8y0lJ146ndeu1WTmz6brGHXmcOzaX+1tUURvKIo5ZfbB4dDH7tzNTr+KPo6qsWlZtueq5UVR9drj9be9jUOXb+JyqE7Gv07aQit5Nql23fe1WqdLdl5h0aFvyHikY1qcodN07q59I4r1m9jRJn4yn3y/pman5niHpgSYNBAAAlRyX9B8lPSH+eZekT7t78gWeSeppg1GnnupERYuibjumd6z9wlY1Rtgk8thGFHD20GytKPPsoVmde9+5tSq1MumSx12iC5+/UD0KGA9gQ+KPw5r0Qd6yIedHG31fp2KztLFqc8gy+w/v1+LRRS3csLDW3oMnDq7dIbfttm6Q0ea+DM8XGrFPx3N3TFcfOtSt6F32Wuj6E6HnSuj6iuYbRRXo9PLZtwY3tjHrmNo2k198bAW23bT/8P5eFFeS6g9W3y3psKTXx/+/IzX9+8zs7ZJeIGmJ51UBABgNM0uq9582s29KJmfMmpt6knRCkg4cOJDz60+72ojnnXvfOZ05eWbdnYVHlx/NW02mupHHNqOAM3uqt2EwP9CZk2eigaokueQXXdfdel3u9vP2dXrXdK19adIHZcsWnR9t9X1RNDLp+5CqzWUVrKd3Ta87T5NlD544qLljc53vS9Z+hVx/6Wtp+fxy5XY1qegdEkUNuXarnCuh7wW5x3ln+XXU9NwNintntDlZfxK/zlqHr7rOnDyj3Vfu7sWAtfQ+sJm9TdIfS/pyM7vfzF6paJD6rWZ2r6RvjX+WpLskfUTShyX9oqRXd9JqAACQ5UpJ/8LM7lNUUOlbFN1pfZKZJX+g3rSpp7yo2+kTpxvH8epGHtuMAtZpQ53t520nWbbKuuq2YdzLphVVW547NhdctTm9vqr92+a+lFW+HXU8PiRuXNT/TddfdT9Cr8Mm11EXlZqH1XnvqNOWrpUOVt39O939ae4+5e7PcPe3uPt5d59z933x/x+O53V3/153f7a7z7r7qbL1AwCAdrj7D8af1XslvUzS77j7IUm/K+k74tnSiaixGswPdHzvcd287WYd33s8KvxTIC92t3ZXMXD+LLOHZnXwxEHN7JmRLLrLefDEwdI7C21WTJ09NKv9h/fLtkc3w0PieHW2n7evedVhy/alSR/kLnt2qfS8aKvvZw/N6tpfulbTu6bXpk3vmtY1b71m7S7UWn/lGK5gXbV/29yX4W0/a+5Z686pZ3zDM7R4dHFD/2Zdj220q+zaKuv/pusvam/W9ND3gibXUdN+LZwv8P2r7nU9anVjwAAAYPN4raS3m9mPSfozSW8Zc3tqxeDyYne23TIHrFWrWdapXttmNdfhSG9IHK/u9rP2Nf0cW1ryVR95mvRBYWzV24lrhgipOF1UtTmkgnVZxeou9iW5ztLn1EcXP7o2b16UPpk+vXM685xo+9pqWjm6bPmq50poe+oc5zrtyZovc/k9M7rpvpsaraNqW7rWdjVgAADQA+7+e+7+4vjfH3H357v7c9z9Je7+hXG3r8346hVHrhhJ1dgqbaqz7Tb7ZJSVPJu0ISS22jSu2aa29zVZtqt9CYmLFkXpk3a03a5RG+W5ErKtpu1pY3+Krr0+HWPurAIAgJGrW8Fz/+H9uveuezdU0Nx95e7GVWHryKuoKuVX1c2rAlo30pu1/Tr7nhdfXD6/vPZdr1XbUFbxdN2yBXd5klhwcpd3+eHlwvOhibI21606HXKsQo9j08q2w/Ki9MsPL+u6W69rrWrtKK/NtDavkza21bQ9dSpl77t6nz74zg+u3Smf3jX92PUTV6L2VdfMnvEcozzmPpJif4UOHDjgp06183jrbfecqzT/y1/QfWl+AMBomdlpdz8w7nZsZm1+NmfJjVOmYmxZ1SqnLp0KepZ0nIraLSn3tdz4YIVoXxN5x0Sq1+9Vjl9oddM22lW3zVL+sRvl+VilX4uOaYim595mvYY3u9Drafsl24OfDW5Dnc9mYsAAAGDk2q7g2SdF7S56bdyR3qJYYJ1+r3L8QuKqbbWrSN1jN0pNK9vmGvqSq65iyJvhGt7sQq+n1QurvT8WxIABAMDIlcXYBvOD/O+27EmVyix12710bqlWNLDNiGWy3ML1C5XbX2X+rOlNjml62ZD+yJun9rE7u5Qb+e5C1Qj9yiMr6yKeRQWtZvbMtLofbVbLrqOrCHLT9VZdPj3/cBR+39X7NkThq/Rvn99PJQarAABgTPIqbiYRtjx9qVI5LLTdRVVAq1RFrVNRuczsodmgaqYhqlQ8rVrpOWt9If2RN09SDbdsG5kDPXtsehvHoExIvw7vp6/62p3SUcbN26zYXFUX10cb6626/PD86erMS2eXdOqNp9b9XFTFOUtf308TxIABAECvFEXY+lSlclhIu8ddPThEW22ssp4qlZ7z1hfSH3nzZFXDHd5GZqTWJA2NpbuOuTaN0PetMm5Xuro+mq636vJVI/J5VZyzbL9ke2/fTxPcWQUAAJ1Yi64FVJpMx9yGf/lPq1OYZVTVSIvidOl2n3vfOZ0+cVq+6rLtpv2H99dqT27E8uxSYfXeMlWr++bNWyXWXDRvutLzcAQyvb6yyGlRzLfo7u3wOZduY92oepNzMqRfi/pi3JVx9129T4tHF7Vww8JYrsemsdfcYx5XrC6rzJv3/tZme7OqOGdVAw6tZD1ODFYBAEDrsmKIUlg0M8/MnplaA9UuooCZ7cuLPKbaPZgf6MzJM2v94auuMyfPaPeVuyu3p2iw1EYcuKxi79LZJd1+4+0yM61eWF2blt52lVhz3ryh6yiKnJZFtPPixsPn3HBbcqtaF0Qr2zgny/qkLH5b5bg0ld5WL67HBrHXwfygeAbfuE/B72857Sq6zovWlXWMX/SGF1VaTx8QAwYAAK0riq6FRDOH9S0qm2XUFY7brt5bJqvtF1curg1Uu9x2iKL+L4toZ8WNQ865OjHXUZyT464snadv12NVoe1M71PT97dKFZ1L1rUZcWcVAAC0riy6ln69cF5TYVSwLJZaNXIXIi/C2TSeWbb+YW1X7y3T9wqjef0v5Uc3pcdivum4cWg8tU7MdRQVckcR9a0TZW7z/C/TRR/UuQaavL9JG/cjpBpw36O9VTBYBQAArSuLrqUjb0Xx2aLqpCGx1JDtV1EWY2waz6wak2yzem+ZKnHEcVUYHe7/0grNqZhv3Whs1ZjrqCrkdhn1rRvnbfv8L9N2H9S5Buq+v6WNMrbdN8SAAQBA64qia8MxtbpxvdBYatn2q2gaYyzb1zrrH1XkM2s726a2afsl2zvfdl2jriwdcvz6GtGtou510MX5P0pzx+a0bap8+JTep61wvMeJO6sAAKB166JrJdWAZw/NZlbIleICNhUjtblMaxG6hRsW1r7Go8odi7rVXxNl0cQ6EdHQuGNRvDIkepn8fPdr7l6rKHpx5aKmHjelS55wSWaF3iaqxEHz5g2t0Fxnm1lCjl/e+R4ac6/aB3WUratuJeqiqHZesaqi7Y1a1jUwvWtaz33pczOjuEk/rjyyUloRvaq6x3tU1dHbwmAVAAB0IjS6llUh9wNv/oD+7C1/lltlVqoYyYt/QWwSMRzMDzK/VzNpS6iifqkbES3r66J4paRK/fKFz3xh3c8rn1/RxZWLuu7W61r7pbdKHLRo3pAKzXW2mSfk+IVWhG6rD7qooN2kEnVeVLuoCNG4YuVZqryvDVdET+6otjFQrXO8R1mNuS3EgAEAwFjVrTJbNZbaNGK4eHQxu2CTqbVIX1eRwaJ9r9Ivi0cXdXHl4obpqxdWW41qVm1T3rxV+rONCGqbFaHb6oOq6kaZ6263rFruZo3Mdhlprrvuvsess3BnFQAAdK4oelanwmZRvE7KjsQu3JBTNffsUmHceHjbG3h7dyW6qGA6mB/kxysL7kwP72/RepJ1Jd9DOVwdt2q10ipx6KJI6uLRRe0/vH/D9qWNEfM2qvSGVAcuOhbpNoVEYteuqwbx2eFrs6h9ScS3TiXqOlFt22brBlNdxZq7WL7q+RSyjarHu8qxvXnbzb2MBTNYBQAAnSqLnlWtsBkSr8v6ZSt3O/bYoK0oFle0fNFzelW1WfmzrBpukeHoash6hqsxL51d0qk3nlp7va2qsWnTO6fXnh8ctnR2SWdOnln3fGre+Zi3nqoR1LLqwHlR8rXXS+bLq5ybpaztVdt3xyvuWLeP6Wc305Jnw4u2UxbVliS/6Bvm7yLW3MXyVc7hkG1UPd5Vj628n7FgYsAAAKBTZdGzUcV5M6OLGb+85a1r7thcNP8wV29jdGURyzwh0dUsIdWY26gaW8Xw9vLOn2QbbWyzaFu5g4Vhrg3nW1nl3Lx522pf3bh31ah2li5jzV0s33YEverxzj22We9hBdsdN+6sAgCATpXF4fKir3kVU3PjvCWRx6ztVI5P5t0RC4w9Zu1nl3cw2qqY3HY11qL1hVRQTfdtyOAvvb28bS8/vKzrbr2u1Yq6oYmBXB4Vg6oany+qOFsWJS2Tjozm3dFePr+8LlZaFNVeuGFB0zung/4YkkSlqxyXpvHuKssPX/NZEfQqjxiko+FF53nW8S56D0vOqaI7/Ddvu3ntvaDtSt9VMFgFAACdConDZVUIzauYWrdibtZ28r4uY3hdZTHYvPnTEbysiGzXkbu2KiYXRW3rtitLSMQ7JA5ZtL2i86etCHbZ+ZIMwsvM7JnRTffdlP1aQaXjvGVC+660fV4tVlp4/ng0uC1cV0rV66bJ+0WV5bOu+eEIetVtpB9RyF0253iHnB9FXxe0dlxi44oIEwMGAACdqhPpbKvCa1ttK4rghc4fUuG4baERy6SicZWIbFZUO2vasKJj1UYcsmx7XVVcTis7X644ckXpcSlrU1vXVV77tk0FDBMCY6XJepuuK73O0Oum6fFu8h4R2s7QRxSGFe1HSLuD3x9i44gIc2cVAAB0qqjCbdUKoUvnloIq5g6vN68ibd66JAVVZpWk/Yf3R9Ver18IvmM2vE9dGd6/ortgRW3Ji8im1503LbQacGHV4lQV6JA7xbbN5Bc3xoez+iSrYm9R3DGkamvRMd0xvUOn3nRK0zuntWN6x1rEct/V+/TBd35w7W7WjuniX9OTbaaLHO2Y3qFz7zvXqPL2yiMruveue/W1//pr17UnV0CsdPn8sg58z4G186DoPEzWNXXplFY+nz+wDk0MNK2wvW75s0uy7dkViouivGWVdqs8oiBJMgW9j5btd/D7Q3p/Ony/ymLu1d5Qu3DgwAE/depU+YwBbrvnXKX5X/6C3a1sFwDQH2Z22t0PjLsdm1mbn815siKJU5dO6eCJg7nP1BVFHIvWOyzZTt6gacPyOXc5pndN69HlR2sVMUqE7FNbimJ/U5dORYOnrIq4Hbex7JhlRZTzFB3b0G3nrSN03tx+HjqP0stWaUdRe4al11EY+yxYrmifQmOlQe0w6bpbr5MUVZbO+k7f4XlHFUktOz4hfVvl3Azp75B2VRGyD03eC+p8NhMDRi/cds+5yv8BADa3rqK+IVHHojhbaBXNpH1NBqptx0/LFMX+uqqIGyIkZh0a/60aVawS3wydt07l6Tox0qrnem5F65LlkmWbxEqD2hFX1l48ulg8UE3NOyp1qpoP6yK+3LTacdk2y7bfNQarAACgE4P5gY7vPa6bt92s43uPazA/WPd6WdT34ImDmtkzE0Xe9swE3ymoUuUzq41FVTRte/QbdtKe5YebFR2qc/ejjmQ/F25YKIyXLp9frt3vTZTFrIui4Znra2HerOlFUc8f3fGjutmi80jShn4sq7xauTJ1yWtZ880emg3/6pyh9Ydck8k8ueuLq9su3LBQWFm7aaXetLL3oVAhVc3T/dOkzcn69h/ev/aek66IHtSus0uV93V4H6Z3TWt61/RI3wuG8cwqAABoXciX3JdV2axbmTW0Au70zunKlW+Hq9OWfQXI9K7paECb8Yv5zJ6ZkQ1U0/tZWHk1/iV7VLHkpH1FxWTKqkBnCa30mswbWi22qA3Js8rJeXTwxMF1/VhWebWofVXbXrSOmT31+zHkmiy8LkKq28bbrLpfWULeh0JVrWoeWmm8qO15FdHTbS96v6qzr21VxG4Ld1YBAEDrQqJpXVVlDYnj5UV4QyqXhkb/1qbnDApHFafLjTVnGXG0Uoq3VzBYK4qGZ1UfrnoOVTkPQ6unBkeDS9SpCFy2jq76sbRdFarbhmw3pH1dR2SbVuMt0kbbx1G9t23cWQUAAK0LiVY2rdKZJ6/a63BF2oXrFzKXXz6/rOld04XPAiZ3TLIqhfrqY1VoF27I3oZcpVU8QwRVpg28i7Y2f6rybpW2VZk/PW+VCqQ7pnesHZfpXdO66parJNU/h5J2rDyysu7YrVUHTlV4To5pUQGwrDYnKlVeHar2mmf20KzOve+cTr3p1Nr6tn/Rdl3y+EvWqgyHVkNOV/5N+rbutVi5um3GNvOuT0mZVZ6zNKnQOyy0cnhZpfHQ6z40nl72KMKoq/e2jcEqAABoXWi0sqvIWdl6C6OnpvKv67BoHcl28rZVVNW4aUQxZPmi/cz7mp2Z3dXbVmX+kAq2w4Yj25L06PKja+uvcw4NtyOJeO+7ep/OnDyzbnp6n5J4b1nl1Ky4Z1BMtEK11cH8QB948wfWHd/VL6zqgl8orJSbbkfW8Uj6tonh41LWX8PbzIsrV+mfwkGyV7/mhvep7LzPOjdDr5XQ99CyPwRUicT3ETFgAADQuq4ivm0pjJ6GFKAJjMsW9UPTmF/I8rn7adIVR65orW1NK+oWKYpsN4k45rX59InTue2rEgEvO9fbuEbyquauXlht9TxqQ1lkuYvHBNqu0DusrQrOobHxrP1veh72HXdWAQBA67qK+EphcdO1eTKiuVUry+YJWUdRP+RFhJtWQk2qHBdGVV3afeVu7b5y91rbpndOS1Jxpda4wmjdyGLRvJKiCqRxO9Ix1qZ9VWXZrLvNWcuVRcBDChGtLV8xOp3MG1opeDA/0N2vuTsz5lvl2DWR7Fe6HUXbDI3RZp0vybKh0eukSnHV96qySrxZba/S33mx96Styb6nY+zJ/6d3xdfz9Qt61+F3VTo3mz6e0CYGqwAAoBNdRHxDo6/D8c7heatUls0TGq/L64cqVWjztp+1fFZkNks60lolmtskslg4b0G8MzdO3SDimNeOvHh01jabnuOhy+ed90WVYJN2DuYHuv3G29fdgV0+v6w7XnHH2nxt922RoohxyGMCmdWtY1nvByHR63SV4irR4KL3kTtecYdWL6xuWGdIf+dFs8+979y6iHp635MYe/LVQWXvgUV/FGmrgnIbiAEDAIBNIzT6WhbjzK1WmqPNSqmJpjHHvOWljZHZLOl+qxLNbRJZrDpvk2XK5K0zKx7d1jbryjvvpaiS77Dtl2xfa2dZVHiUkf2i8yx0m2XnalEMN7RKcWg0eO7YXO77RjJQHV5nSH/XiaintxHyHphnVLHwUNxZBQAAvVAW3ZXC4qZl8cW8yrJFRZWuees169qW/uUttEJuVlxxrbJsjbhdXkwytwJxhiSuWDXyWVbptmhfsuKzZf3ZRay8aJ1r8eiAeO8oIpN5x2f54WVdd+t1uRHfomWT10L6tq19LGrLwRMHG0VvQ+bJjCLnRYMDY/5FVYs3rDO+o5quKJ2c/+86/C4tXL9Q+D24ZRH19DYK58nZt8H8IHf5cVUVZrAKAADGLiS6O3toNihCVxbxzassmzdgndkzs/ZLbpMKuVlxxSSGW1dWTDLka1XSiuKkRRWDQ9qSp05/dhErz1tn03huso62FJ33ZW0tuh6S41i0jjb3sSgCHrqukAh/WYQ5pNpxcBy/YHCZJbnu547N5b7nVa3gXVXWviXHucoyo0AMGAAAjF1obC0kQldWHTNZ5/A20q9nrbuNCrmhyzaRtf/bprZtiDKn2yFl73tRxeCm+hY3rGOclXRDj8PcsbnSqHCRNvdxFBV+y9YXEnlvGscvu97KorpybYgXl0XUQ+XtWxsR7S5wZxUAAIxdaXQ3Va1zeue0dkzvyKz+KZVXac2LyS6fX9aB7zmge++6NzPuWDUe1ySu2CR2mRfrlJQbWUzipMOR5VNvOlXa33UFVTMeUzXS0O2XHfs6+5G1jJRdGTb0u0ElFUaFi7QVC032K125NrQ6bdrw+V1UDThr+4V3QU3Bx+k9r36PTp84Hd3pNOmSx1+iC5+/EHS9BfWdx3dt8yLqQ/te9JVbIf3dRkS7CwxWAQDA2JVG+1LVOpfPL2vq0ildd+t1ub9AFcUai35hPXPyTOYvZoP5QW40Ly8eVzeu2EbsMm//i6rqJstkxZfL+ruO0GrGo65GWqX/i+K5dY5j1jK333i7zGxdwZ6QGGta3Qh1nfM+bz3Dkdfkbl2ddlXdn5Bq10XVqIe959Xv0ak3nnpsgksXPndBB77ngF70hhetTS6rYl30/pDXnrx9z6t0HLpfbUS0u0AMGAAAjF1htK9Btc6q28pb7+LRxew7F6bceFxRpVCpWhyvrWhpk0qko4q2Jtvrevt5qux/UX/W6cesZS6uXMytLNu1Oud93nr6dkzTqsZcT584HTS96Pwoe1yhauy2q+ri44r/JrizCgAAxq4oupsbQ6z5PanJtqpE9HIjcr7+LtlwhLMompcXrcuNlp5d0s3bbm4Uiw2p/NrV9rPirVnVkPNi2qOqRhoa686Lte67el/h3fuy6rxN29mm0PO+7nqaRr6bxrUlVaruncgrcjQ8PeR6G37Pm94VRXsXblhY+6qbKnHvKn053H/7D+/PfQxiXBisAgCAXqgab5NFv2zVHbSVRfSGp+VF5BJZEc7cCGVBtK4wPuzNY7FNqsfW3X5eJDarGnKV49KFkIrTebHWfVfv05mTZ4rjpgX7ERIdD1lPW0LO+ybraRL5biOuLcuvPF4kryqvbd8YpSi63oZfa/oIQJV4dNa28h6DGCdiwAAAoNdy47SuRjHCKrG3uvHZvKqeRdG6smqnUrcRyi6231a0dhSaRKVPnzjdKG4aWll2VP3R1rHoIvLd9Jxq8njBFUeuqDQ91Cjj0uOOZofizioAAOhMXmXTKlG12UOzzapqFqw3tC1Z8yZxz4UbFkrvRiZVPZPqnWURv3Tl1zxdxUCH9zUvytxGZDWrz0L6ust4Yl612fQxy9ufou/ATCqxSlqrbD28L0WVnNPVfHdMj+ZX+KxKwiuPrOju19y97vU669kxvSPzu32lZpW0s6Zn9WuTKsdJEaVTbzq1dn1c8vhLtPvK3Znzt1VdOlR6e3nVkruoZN0FBqsAAKATIZVNQ2Nuec+uNo1CVonNpeetGvm96b6bgiJ+IVVL19bbYQw0va+5VUYrbL8ohpkV5S7r666rA+dVRk62Pb1zOneglaXKOZB1Tg7mB+sqAC+fXx5pheQvfOYL635ePr+sO15xR+XtD+9DnmSAVSQkrp023K9Nz+vdV+5eF/m+8LkLmcekrerSobKqeSfS2267knVXiAEDAIBOtFnZdNzR0GF1Ir8hsbuyqqVpfYrFhqyjbpR7nHHFvG1LKo1KJ6qeA1XaMao+uLhyccP01QurjaPgTYy7+m3oMRl1BL6sn5Ntt13JuivcWZ1At91zrvIyL39BdqwBAIA8bVY2rVPpMk8b8baiKqlJ5Hd43SERvyp91nTf8+KBedtJVy0drp5a1qdNotxdVkcuk7ft5fPLmt41XTr4SqK/pefA2Y0nOzgAACAASURBVKXcaHDhcjkVisvO7SrXwDiqFy8/XH7Xum5cfPga2DG9Y901IOXHtEP2Z3h607hy1XM7KEJ9dimzknWyrXFX5E5jsAoAADrRdmXTKpHdPG3F24qqpA5Xty1dJrXvoX2WVXW0TGg8sGjAmtV35953bl0cMm9ddaPcXVdHrrvtshhw1rlQFB9OtpO1P3UqFOf1S9VroKgPWomCN1hv1bh41jUwdemUrrv1usLYd3odZfsz3PamceWqgvrZHjvfkkrW6UFxG3HkthADRiduu+dcpf8AAFtP3yqbSu3FKevE9UKWCanEK9WrOhoaD6yyfF4F3Kx11Y04jrM6cm58uUTTc3p4f5pUKG4SS022vW1q45Bh+yXbK0fBu3w/qBuzT8/TRWR31I8wlF4vAVWQ+/TYBXdWAQBAJ4oqm7ZVZbJqpLetapt14npFyxRFE3c+Z6fu+7375Ksu22664sgVa9VIq6hTYXUwP1hXwTVLXgXc4XXVjTgGVycuidLWiX8XxZczmQrXHRJvXdufVP+F9F0XsdT0ttPnwfSuaV11y1WVrtusOPnFlYua3hUWRy8TFLMvqQDcRWS3rUcYQs/fvGrWSf+GVEFu87GLphisAgCAzuRF2tr4padOpLfNeFuduF5epdeiaGJbQuKBw7HS22+8PbO4TlryzFvRuhJ1I44h1YnT0cbhc6FJ/Dsvvpw1X14EfG2eBlHYsr7rKpYasu1QWXHyts73sv0azA/yK3bH83QV2W3af1XP36LthVZBbuuYN0UMGAAAbEp1Ir19irclRlV5sywemBUrLRuoTl06pSuOXDH+mGNJtLFJH4fEkEP3NzTmXaf/+hpLHdbV+V62X4tHF7PvyttjlbXH3Td52uyzvu5jHu6sYtOq+qwrFY0BbHVm9kxJvyLpSyVdlHTC3W8xs52S3iFpr6T7JL3U3T81rna2JSSytxadG/oeVNtm8ou+oVpr20Kie3WiyXnrHZ6+7+p9uveue9d+3n94/9rPZdWAy2LD6b7bfeXukUUGsyKKbcY7Q7Y33K+h+5vMUxQtrntOjjqWWleTY1F0PZXtV1EF73QF4fQ1Ms74a2IwP8g/v+Poe0gby6og9+EuahYGqwAAbB2PSvoBd/+AmT1B0mkze6+k75a06O6vN7PXSXqdpNeOsZ2tCIn9paNz6bsqftHXCsR0OVANie5VjR7mrTerKu+pN55aW27p7JLOnDyjgycOBu1zYRXYocjrqCODw1VgF25YaDXeWbS9pmYPzT72B5Th9gREicvWPYpYahN1j0XI9VS0X7nn81B8vMo10rVkn4uERNpH9ahBF4gBAwCwRbj7g+7+gfjfn5X0IUmXS7pG0sl4tpOSrh1PC9sVEvsrqn67emG10y+5D43uVY3lVanKO6xKdLCtKrBd24zxzr61Z5Tq7nvTKGyd+Pi4lb2HJepW8u7LfhbhzioAAFuQme2V9I8l3SPpqe7+oBQNaM3sKTnLHJF0RJJ27+7u0YmiKF+Viq21Y38pS+eWalWJDREad8yqtrpjOv9XtLz15lXlDV1+WFEVWEmFlXe7kHecyuKd6X1JR8JXHlnRwvULuvs1d1eubNvUuKO4IepcpyHXUtm+Vz3OWdOHq1gn5+3BEwcrxcdHoSi6n1f5OktRJLitKujjwGAVAIAtxsweL+nXJd3k7p8xC/uiSHc/IemEJB04cKDCr0nhiqJ8kipXbK0V+0uZ3jldu0psmapxx0eXH1379/L55dx25K03rypv6PazhFQvbrPP8hRts3DQkdG24QrHy+eXdccr7ui0/Vn6Um01S53rNCuGnnde5O17neM8fD5nVbFOjvE1b71mXcw6tDJuV7L2Nx3dr6qtRw36hBgwAABbiJlNKRqozrt7UsXlE2b2tPj1p0n65LjaVxRHazuqVlZ5dfsl29e20dY2y7afF3essu95682qyjusjajpOCKFRdssO87DVYGzKhx3HQnfbOpcp1kx9KrnRdXjnHU+VznG445jh8Z807ZNbVt778rSxqMGfdLozqqZ3Sfps5JWJT3q7ge2asVBAAD6zqJbqG+R9CF3/5nUS++WdFjS6+P/3zGG5kmqF0dLXqsa182KfiaxuiQWuHBDdlXWpbNLutlu1tTjprTji+tVzawS9cztl4xo3+yhWZ173zmdPnFavuqy7ab9h/frRW940YaqvHWr1hapVIW5pe0WbXPDcc6a72wU9w45z0K1tY9119NFfH1d9ewMRX2Ud1c/6fuQtgUf5xrVtbNeC1lnl8en0jlnWlvPWpsDj1PVRw36pI1WfrO7/33q59dpC1Yc7LOqX+ECANiyrpR0g6SBmf15PO2HFA1S32lmr5R0TtJLxtS+0jha3mt1o6dlUcuiX/gkaeXzK1r5fP24a2jUs0qUdTA/0JmTZ9YGB77qOnPyjHZfuXsk0dKqVZjbiAmXbTPZ77xYpxRFV6d3Tq/9sp63rhBt7WPd9XTRxxuqZ2eY2T2jC5+7kNuHeULbFnqc66xD0trXNaUVrbPr4xPyqIKUXyW6rAr2sNBHDfqkixjwlqw4CABA37n7H7q7ufvXuPvz4v/ucvfz7j7n7vvi/z88rjYWxdGKXusqeloWIR3WVdy1apR1nJU961Rhbtq+0BhjUT8mbWqjwnFb+1h3PV30cVkktUlsNLRtbcRV24y2dn18Qt5/ih4dKKuCXadNfdP0zqpL+i0zc0n/f1yYoVcVBwEAQH+ExO6yXsuN6zasZhkSIW17m1J2RHCtUmlJtG/clT3rVmHOm165guzZJdl2W/eLdjoiLUkL12efL8sPL+u6W6/LrBSbVUiqrX3MU3c9dZfL2iep/Pyf2fPYvFXvqoa2Tco/t6SN1aez5kvukhYd/1CD+UFh2uHmbTdXjvdmVR/ff3j/uqh+aHS/qAp21rnch8rHdTQdrF7p7g/EA9L3mtlfhy44ioqDAACgf4pid3mvdVnNMiRC2uY28yKCB08c1E333VRaobQPlT3rVGHOal+VmGXyc9n8s4dmcwdfM7tngqKkZe1q6xjUXU+d5bL26fYbb5eZafXCav624ghqsnxdoX0zfHxC2r3h+OxpdnyC9tWrx3uzqo+fOXlGB08crBzFzT0H9mysjly0L32vCNwoBuzuD8T//6Skd0l6vnpUcRAAAGwNo6hmOXdsLjMi2vY2y+J4Zfva98qeXVVBrjJ/0z5qeoxC1V1PneWy9uniysXCgWpZvDtRVqG2yfkZ2u42j0+VKr1Vzr9k/rLlQ1Spjpy3L31638hT+86qmT1O0jZ3/2z872+T9KPqUcVBAACwNVSprNt0G+mIaJNqwHnKIpxl+xraF4P5QVDctS3peOP0zmntmC7vt6px1irTd0zvWPslveq+F1Vnlto7H6vEXtPrrrP9qnHPJPpbFn2WpGt/6dp17UkKGbVx3VRpd+g11OY2s+bP236bjzO0UR25zh3dUWsSA36qpHfFXzS+Q9Jt7v6bZvan6knFQQAAsHWMotJtH6rphrSj7PXB/EC333j7uu+bXD6/rDteccfa8m0ajmoun1/W1KVTuu7W6wq3VTXOGjJ/VlXbdBXUELlVWk1rX8PS1rkSEnvNippW3X5o5Vkpu/psUex0+A8pbarU7grXUFvbHN5u0faL4ul1NKmOnD5ufVY7BuzuH3H3/fF/z3X3Y/H03lQcBAAA6JtRxHgXjy6uG6gmVi+sdlL9s26l0ap9ETJ/G1VP547NRd/LO8zVefXUUVa+zorv5vX/uOLnTdvd1jbzVNnuOPqw748NlNkc3wYLAAAmQkhl2Drztrndpstlxff2Xb1Pi0cXtXDDQitx46LoX9ZrofuRN19RbDa5E5m3ntDIsBQWfWyjUm9RRdmls0s6vvd46zH0tfUX9GWT7RZFjqvEkIv6vs1rsk672zoew9tMx5qbRJxH8ThDH7bZJnMffyHeAwcO+KlTp1pZ1233nKs0/8tfsPm/NqfqPtdRtZ9G0aaqtsKxBhDGzE67+4Fxt2Mza/OzOVRWfHPq0qnM56qqzNvmdrtoQ5v7kiiqbDwc8QzdftF8RV99sv2S7brmrdesrauL/U3LraacEW2ts55Em23uw3YT474esHXV+WxuVA0YAACgLVXij21GJeuuq602dBH7zKtsvP2S7UHVQrO2XzRfbmxWG6PHXcVcE11W6k1rs8192G5i3NcDkEYMGEH6eKcUALC1VIlvthH1bLqusrhm0yqtdfYlkVXZOK8ibuj2i/Z34YYFqSCsl162zv5WiZd2Uqk3505nus1tRWCrbrdtrV8PNdrapC+7iCJjfBisAgCAXqhSGbZqFdm2thuynOyxrzjJq+TaxvbLhFZDDd1+YYXUkqfK0uuqur+h1XHT2q7Umxstjttcp41tbLcLbV8PVdvapC/bPg4YP2LAQI7b7jlX+T8AQH1V4pttVrisu67MuKZpw8CtLAo57mqdoduvUiE1bTh6XHV/+xAvLWvzKCv49rV6bFttbdKXfThX0C7urAIAgF6oEt9sUpk0a/pakaCGVX1zY5s5VXGr7neIqjHI0O0Pz1d2N1XKjh5X3d824qVNo6FFFWmLCiI1jesW9VXRPjXZ37rnY1vncZPjXbbscBVqqV5V33GZxIgz1YC3QIVY7uj1x1Y4n4CtgGrAzY2jGnCb8iqT7j+8X2dOnhl5Jdq2t5NnlBVZ26q62/V2uuqTrPXWbWMb2072SdKmrsrb5HgXLTt3bK7wePW9j7ZCtWWqAQMAACg/Dnj6xOmRV6LtYjt5RhmDHFVEtel2uuqTrPXWbWMb2072abNHYZsc76Jly45X3/tosx/XuogBAwCALScvDuir2YmytqqrJnc4Fq5faGU7VWN/XVQWztN2fLnudsr6qKhPmsQqy/p0x3T7v2YP5gfrKjxXaVOXFYTb1OS8Klp24YbsazItr4/6EL8d5bXdJwxWAQDAlpP3/Khtt8wBa5vVVWcPzeZ+7UiV7dSpbNpVZeE8bVXdrbudkD7K65PpndONKscWVkeWtHx+udVKtIP5gW6/8XZdXLlY2CZJI68g3LYm51XesmXHK5lnWF8qDI/62u4LYsAAAGDLyYsDXnHkik0RXZXqxf7GXVl41EL6KK9PknmLli0SUh25zZjm4tHFwoFqcpwn7RwIVXa88vqoL/HbST2u3FkFAAC9ExK7K5qnKA64+8rdY4+uhqgT+xtVNLcPBvODoCq8eX2SFwsNjVWGVkeuE9PMOrfL1jNcaGdSzoHQ/Rw+XqHVgMcRvy3ar0k4rmlUA94C1VupBtwfW+F8ArYCqgE3N85qwCFVL7dCZcwyo6q2uxmVVeJtWjm2Tv+2tb68c3vH9I7cZ1Un8ZwY1XvAqK/DrfzeRjVgAACw6YXE7voSzevSpMb+QhRVdm2jcmwdba0v79yWpG1TG391337J9ok8J0b1HjDq63AS3tuqYLAKAAB6JSR2lzvP2ajC61Ywe2hWB08c1MyeGcmiOzlb4e7KYH6g43uP6+ZtN+v43uOVj1dR/FfaGIfN03b/trW+vHN7+eFlXftL12p61/TatOld07rmrdfkFp9q0s99N6p4btPjWvU4TGrV3zw8swoAAHolpOplUWXPcVTq7Mqoqu2OStPKqsnyeWb2zFTqr7b7t431FZ3/oevvSwXbLo2yOm7d47oZKnr3HXdWAQBAr4TE7ooqe05yZK7vmkYc24j/9t24KklvNpshJk9F7+a4swoAAHolpOpl8u+F65tVdMVoNY04Fs23FSLS0vgqSW82m6E6LhW9m2OwCgAAeickdjd7aDb6hY7I3KbRNOKYu3zF+G/fNY0TT0qUtO8x+brHoe/7NUrEgAEAwKZFZG5zaXq8ON5h6Kd+4Dg0x51VAACwaRGZ21yaHq++HO/B/KDzNjTZRl/6adJxHJozdx93G1r94vHb7jlXaf6Xv2B3K9sdp6r7jO5shfMJ2ArqfPE41mvzsxnYSoYrvErR3bI2n5kdxTaAUavz2cyd1RGYxAE0AADAVlRU4bWtgeQotgFsBgxWAQAAUNsoIrF9MopKu5ulmu+kHXuMHgWWAAAAUEsSV106uyS5tHR2SXceuVOD+cG4m9aZvEqubVbaHcU2mprEY4/RY7AKAACAWoriqlvVKCq8boYqspN47DF6xIB7iIJJAABgM9gscdU2jaLC62aoIjuJxx6jx2AVAAAAtczsnolioBnTt7LZQ7OdDxxHsY0mJvXYY7QYrAItovIzAGCSzB2by/yKlT7FVdENjj1GgcEqAAAAatkMcVV0g2OPUWCwCgAAgNr6HldFdzj26BrVgAEAAAAAvcNgFQAAAADQOwxWAQAAAAC9w2AVAAAAANA7DFYBAAAAAL3DYBUAAAAA0DsMVgEAAAAAvcNgFQAAAADQOwxWAQAAAAC9w2AVAAAAANA7DFYBAAAAAL3DYBUAAAAA0DsMVgEAAAAAvbNj3A0AAACjYWYvlHSLpO2S3uzur+96m4P5ge5+zd1aPr9caTnbbvJVl0zS/2nv3oPsrOs7jr8/e3IWNokuEqhSSLjUFIRGAtlykU6LxAshQELGVpCO6DCNpdoKrdPBSYepM2XGto6iU6GmNIAMoFURARkvs4rO0IpkMZCEi6SCIcUK8bKUiyHZfPvH8zvLc3bP2T1n95w9z9n9vGbO7Hl+z+37/J7vc/ntczmRynpE7K8uA+hb1MeqT69i53072Xzd5jETyoatNb288oIyAHtf3Ds6zTcsfwNPfufJccOXF5QZ2TvC/lf2V8VLMBpfqbfEyJ6RmtOuVVZZtv4j+1l59UoA7vrAXVXjlA4o0TOvp6osv5zqSctYox77FvUB8PIvX6Z/STaPZRcvY+stW8fNJz9evfoaXRe54VesX8GSM5YwuGGQ4Z8O1x23lkbHr6zrSuz53Opb1McJf3ICT9zzRNPzfzWQ6nVXa70MbhhkeOdwVT1Cc7neu7CXc//13HHTW3rOUrb/x/YJp5GPqdbwlf6VdVhrXVbV1c5h+g5O+TFmvuoRKz6QrZepbMf1ljtfZ5Xl7zu4jz3/t6dqu4JsW9n38r6a21azKvkDTHt5xq3DMTmXz1WAr//F18fvn6aovKDMvAPnVW3PVXHkjdkHVv7m61UlsejYRex+dHfVNjM2/yvLMpMU0exW3HoDAwOxeXNrVt6t9+9savj3nLqkJfOdSLMx2dwxE/lnNhdJGoqIgU7HUSSSSsCPgbcDu4AHgIsi4pFaw7fi2Lz1lq3c8f472L93/+QDT9dUGiYF1VPuYf++/W1dnvL8MideciKbP7cZWrh6eual2Ns4fqm3xEmXnsSD1z84M7mV9JR7kMTIK682lMrzy5y38TyA5nNdUCqXqqZXWC3cvnrm9bD2xrUA3LX+Lva+VOOfL22kkgDG/WNnahObeB2Wekus2bSm9j/SWqhWbrZaJden02CdyrHZV1bNzMzmhlOAHRHxEwBJXwDWADUbq60wuGFw5hoTs6ShCsxIne19aS9DG4da2lAFptVQbXT8kVdGGNo41JrGRhNqrZe9L+1lcMNg3f4TCrqjoQot3b7279s/Wmcz3VCFFjVSRyc28ToceWWEwQ2DPL/r+dbNs4aZ2mcMbhic8aurbqyadVAR7wQws1nrcODpXPcu4NT8AJLWA+sBliyZ/v5meOfw5ANZx8x0Y6+VihS787x5c6nOhncOz5p/pnVivfkFS2ZmZnODapRVnUJFxMaIGIiIgUMPPXTaM+xf0j/taVj7VG6H7EZFir1/Sb9zvUlzqc76l/QXKl+noxPrzI1VMzOzuWEXsDjXfQTwTDtnuPLqlfSUZ+hUY3acCwLZ82ftXp7y/DIr1q9o+Zlgz7zpTbCR8Uu9JVasXzFzuZX0lHso9Zaqysrzy6y8euXUcj29LKgrtDAfe+b1jNZZeX65dRNukEpqXeNxknVY6i2x8uqV2bbWRrVys9UquT7T3Fg1MzObGx4Alko6WlIvcCFwZztnuOziZay9Ye3om2ibMXoymTunVM/4Msjeurnu5nUMXFbjvR2VUWpML6+8oDz6ht7KNI9eeXTN4csLyvT0Vp9CqaSq+EoHlKqGz0+7Vlll3P4j+1l7w1rW3bxu3DilA0rjyvLLWesEvFLWt6gvWw/K5nHexvNYfe1q1n1+/Hzy49Wrr9FlzQ0/cNkAa29cS/+R/ROOW3N6DY7ft6iPNZvWsPra1eNyq29RHwOXDUxp/q8GUr3uxq6XNZvWZNPP1eOyi5c1neu9C3tZd/O6cdMbuGxg0mnkY6o1fKV/ZR3WWpdVdaVcftSY18BlA6y7ed2UtuOxehf2svbGtaN1dt7G86piGLtdQbat1Nu2mtW3qI8LbrqAC266YNrLM24dpvjy81qzaQ3LLl7G6mtX194/TVF5Qblqe67KzbHG7AMrf/P1qpI45PhDxm0z+Vyb7suVpspvA/bbgK2L+JlVs8b4bcC1SToHuIbsp2s2RcTV9YZt5bHZzMzMbwM2MzOzuiLiHuCeTsdhZmbWCN8GbGZmZmZmZoXjK6tmXaSIt7mbmZmZmbWDr6yamZmZmZlZ4fjKapP8siQzMzMzM7P285VVMzMzMzMzK5y2XVmVdDbwabLX418fER9v17zMrLap3Ang51zNzMzMrAjacmVVUgn4LLAKOB64SNLx7ZiXmZmZmZmZzT7turJ6CrAjIn4CIOkLwBrgkTbNz8w6ZCae4/bV3u7kK/tmZmY2He16ZvVw4Olc965UZmZmZmZmZjapdl1ZVY2yqBpAWg+sT50vSHq8RfM+BNjd6MAXt2imXaipeprj5lRdTWObaFs9zcLtdE7lVDPGrOvp1NOR041lrhsaGtot6actmly357zj7yzH31mOv7NmU/xNH5vb1VjdBSzOdR8BPJMfICI2AhtbPWNJmyNioNXTnW1cT41zXTXG9dQ411VjXE+dFRGHtmpa3b4uHX9nOf7OcvydNdfjb9dtwA8ASyUdLakXuBC4s03zMjMzMzMzs1mmLVdWI2KfpA8B3yT76ZpNEbG9HfMyMzMzMzOz2adtv7MaEfcA97Rr+hNo+a3Fs5TrqXGuq8a4nhrnumqM62n26PZ16fg7y/F3luPvrDkdvyJi8qHMzMzMzMzMZlC7nlk1MzMzMzMzm7JZ01iVdLakxyXtkHRlp+MpEkmLJX1X0qOStkv6cCo/WNK3JT2R/r6u07EWgaSSpB9Jujt1Hy3p/lRPX0wvDZvzJB0k6cuSHku5dbpzajxJV6Ttbpuk2yQd6JzKSNok6VlJ23JlNXNImc+kffzDkk7uXOTWqG44Nnd7HjZ7jC/aMqR94g8lPZTi/1gqr7mflHRA6t6R+h/VyfgrGj13KHD8T0naKmmLpM2prCtyKMXU8DlJ0eKXdGyq98rneUmXd0v8KaaGz3Wa3QZmRWNVUgn4LLAKOB64SNLxnY2qUPYBfxMRbwJOAz6Y6udKYDAilgKDqdvgw8Cjue5/BD6V6ulXwKUdiap4Pg18IyKOA04kqzPnVI6kw4G/AgYi4vfIXjh3Ic6pihuBs8eU1cuhVcDS9FkPXDdDMdoUddGx+Ua6Ow+bPcYXbRn2AGdFxInAcuBsSadRfz95KfCriHgj8Kk0XBE0eu5Q1PgB3hoRy3M/M9ItOQTNnZMUKv6IeDzV+3JgBfAS8FW6JP4pnOs0tw1ERNd/gNOBb+a6Pwp8tNNxFfUDfA14O/A4cFgqOwx4vNOxdfpD9pvAg8BZwN2AyH7IeF7qX5Vrc/UDvBZ4kvTce67cOVVdH4cDTwMHk73Q7m7gnc6pqjo6CtiW666ZQ8DngItqDedPMT/ddGyeTXk42TG+yMsAzAceBE6tt58k+6WJ09P3eWk4dSLeXNwNnzsUMf4Uy1PAIWPKuiKHmj0nKVr8Y2J+B3BfN8VPk+c6zW4Ds+LKKq9WUsWuVGZjpEvtJwH3A6+PiJ8BpL+/1bnICuMa4G+B/al7EfDriNiXup1bmWOA54Ab0m1P10tagHOqSkT8D/AJYCfwM2AYGMI5NZF6OeT9fPfp5nXWlXnY4DG+cMuQbqHdAjwLfBv4b+rvJ0fjT/2HyY7VndTMuUMR4wcI4FuShiStT2XdkkPNnpMULf68C4Hb0veuiH8K5zpNbQOzpbGqGmV+zfEYkhYCXwEuj4jnOx1P0Ug6F3g2IobyxTUGdW5l/wk7GbguIk4CXmSO3/JbS3q+ZA1wNPDbwAKy23fGck5Nztti95mN66ywy9TEMb5wyxARI5HdAnkEcArwplqDpb+Fin8K5w6Fij/njIg4mewY9UFJfzjBsEVbhmbPSYoWPwDpmc7zgS9NNmiNsk5uA82e6zQV/2xprO4CFue6jwCe6VAshSSpTHYQuyUibk/FP5d0WOp/GNl/NOeyM4DzJT0FfIHsdp5rgIMkVX6T2LmV2QXsioj7U/eXyQ4UzqlqbwOejIjnImIvcDvwFpxTE6mXQ97Pd59uXmddlYdNHuMLuQwAEfFr4F6yZ2/r7SdH40/9+4FfzmykVZo9dyha/ABExDPp77Nkz0ueQvfkULPnJEWLv2IV8GBE/Dx1d0v8zZ7rNLUNzJbG6gPA0vTWqV6yS+h3djimwpAk4N+BRyPik7ledwKXpO+XkD3nMmdFxEcj4oiIOIosh74TERcD3wXelQab8/UEEBH/Czwt6dhUtBJ4BOfUWDuB0yTNT9thpZ6cU/XVy6E7gfemtyCeBgxXbo+ywurmY3PX5OEUjvGFWgZJh0o6KH3vIzvxfZT6+8n8cr2L7FjdsatKUzh3KFT8AJIWSHpN5TvZc5Pb6JIcmsI5SaHiz7mIV28Bhu6Jv9lznea2gU49jNvqD3AO8GOy5xw2dDqeIn2APyC7vP4wsCV9ziG7P3wQeCL9PbjTsRblA5wJ3J2+HwP8ENhBdmvGAZ2Orwgfsrc2bk55dQfwOudUzXr6GPAY2YH/ZuAA59RoxHCiqgAABAtJREFU3dxG9nzLXrL/tF5aL4fIbhv6bNrHbyV762DHl8GfSddx4Y/N3Z6HzR7ji7YMwJuBH6X4twFXpfKa+0ngwNS9I/U/ptPrILcsk547FDH+FOtD6bO9sq12Sw6lmBo+Jylo/POBXwD9ubJuir/hc51mtwGlkczMzMzMzMwKY7bcBmxmZmZmZmaziBurZmZmZmZmVjhurJqZmZmZmVnhuLFqZmZmZmZmhePGqpmZmZmZmRWOG6tmDZC0QdJ2SQ9L2iLpVElPSTqkxrD/Ocm0vpqmsUPScPq+RdJbJpjm+ZKunGCaR0naNrWlMzMzMzMrnnmdDsCs6CSdDpwLnBwRe1Jjsrfe8BHxlommFxEXpOmeCXwkIs7NzaveOHeS/YiymZmZmdmc4CurZpM7DNgdEXsAImJ3RDxT6SmpT9I3JP1Z6n4h/T1T0r2SvizpMUm3qF5rtNpfSnpQ0lZJx6VpvU/Sv6Tvr09XZx9Kn6rGsaRjJP1I0u+n8W5P8T0h6Z9yw71D0n+leX1J0sJU/nFJj6SryJ9IZX8saVua3/enU5lmZmZmZo1wY9Vsct8CFkv6saRrJf1Rrt9C4C7g1oj4txrjngRcDhwPHAOc0cD8dkfEycB1wEdq9P8M8L2IOBE4Gdhe6SHpWOArwPsj4oFUvBx4N7AMeLekxenq8N8Bb0vz2gz8taSDgQuAEyLizcA/pGlcBbwzzfP8BpbBzMzMzGxa3Fg1m0REvACsANYDzwFflPS+1PtrwA0R8fk6o/8wInZFxH5gC3BUA7O8Pf0dqjP8WWQNWSJiJCKGU/mhKZ4/jYgtueEHI2I4In4DPAIcCZxG1oC+T9IW4JJU/jzwG+B6SeuAl9I07gNuTFePSw0sg5mZmZnZtPiZVbMGRMQIcC9wr6StZI07yBpxqyTdGhFRY9Q9ue8jNLbNVcZpdPiKYeBpsqu323PltWIQ8O2IuGjsRCSdAqwELgQ+BJwVEX8u6VRgNbBF0vKI+EUTsZmZmZmZNcVXVs0mIelYSUtzRcuBn6bvVwG/AK6dwZAGgctSbCVJr03lrwBrgfdKes8k0/gBcIakN6bpzJf0u+m51f6IuIfs9uXlqf/vRMT9EXEVsBtY3PKlMjMzMzPLcWPVbHILgZsqLx0iu33273P9LwcOzL+8qM0+DLw1XeEdAk6o9IiIF8neXHyFpDX1JhARzwHvA25Ly/QD4DjgNcDdqex7wBVplH9OL3zaBnwfeKjlS2VmZmZmlqPady6amZmZmZmZdY6vrJqZmZmZmVnhuLFqZmZmZmZmhePGqpmZmZmZmRWOG6tmZmZmZmZWOG6smpmZmZmZWeG4sWpmZmZmZmaF48aqmZmZmZmZFY4bq2ZmZmZmZlY4/w+2TRwlCvP4lwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target = X\n",
    "myShow = target.columns.values\n",
    "for col in myShow:\n",
    "    plt.figure(figsize=(16,6))\n",
    "    plt.subplot(1,2,1)\n",
    "    sns.distplot(target[col], bins=30, kde=False)\n",
    "    plt.title(\"Distributing of %s\"%col)\n",
    "    plt.subplot(1,2,2)\n",
    "    plt.scatter(range(target.shape[0]),target[col].values,color='purple')\n",
    "    plt.title(\"scatter of %s\"%col)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 我们发现有些特征包含了0值，结合实际我们认为它们为对应特征的空值，因此对特征的0值数量进行统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pregnancies                 111\n",
      "Glucose                       5\n",
      "BloodPressure                35\n",
      "SkinThickness               227\n",
      "Insulin                     374\n",
      "BMI                          11\n",
      "DiabetesPedigreeFunction      0\n",
      "Age                           0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "col = X.columns.values\n",
    "X_copy = X.copy()\n",
    "X_copy[col] = X[col].replace(0, np.NaN)\n",
    "print(X_copy.isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 对目标值绘制分布图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of occurrences')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target = y\n",
    "myShow = target\n",
    "plt.figure(figsize=(6,6))\n",
    "sns.countplot(target)\n",
    "plt.xlabel('Diabetes')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 热图可视化各特征相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_corr = data.corr().abs()\n",
    "plt.figure(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "plt.show()"
   ]
  }
 ],
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